Clustering, Explainability, and Automated Decisions in Computer-Based Reasoning Systems

2. The method of claim 1, wherein determining the compatibility score for the suggested action and the suggested cluster comprises determining whether there is a known compatibility between the suggested action and the suggested cluster based on a compatibility lookup of the suggested action and the suggested cluster.

3. The method of claim 1, wherein determining the compatibility score for the suggested action and the suggested cluster comprises determining whether there is a known incompatibility between the suggested action and the suggested cluster based on an incompatibility lookup of the suggested action and the suggested cluster.

4. The method of claim 1, wherein the compatibility score for the suggested action and the suggested cluster represents a likelihood of fit between an action and a cluster.

5. The method of claim 1, wherein the compatibility score for the suggested action and the suggested cluster represents a probability of fit between an action and a cluster.

7. The system of claim 6, wherein determining the suggested action comprises determining the cluster associated with each of the one or more candidate cases, determining the suggested cluster based on the cluster associated with each of the one or more candidate cases, and determining the suggested action based at least in part based on the suggested cluster.

9. The system of claim 6, wherein responding to the request for the suggested action with at least the suggested action comprises when the certainty score is beyond the certain threshold, comprises responding to the request for the suggested action with at least the suggested action and the certainty score when the certainty score is beyond the certain threshold.

11. The system of claim 10, wherein determining the suggested action comprises determining the cluster associated with each of the one or more candidate cases, determining the suggested cluster based on the cluster associated with each of the one or more candidate cases, and determining the suggested action based at least in part based on the suggested cluster.

13. The system of claim 10, wherein responding to the request for the suggested action with at least the suggested action comprises when the certainty score is beyond a certain threshold, comprises responding to the request for the suggested action with at least the suggested action and the certainty score when the certainty score is beyond the certain threshold.